Polish is quantitatively different on quartzite flakes used on different worked materials [Python analysis]
Authors/Creators
- 1. TraCEr, MONREPOS, RGZM
- 2. School of Life Sciences, University of Bradford
- 3. Scientifc Computing and Bioinformatics, Institute of Computer Science, Johannes Gutenberg University
- 4. IPHES
Description
This upload includes the following files related to the Python analysis:
1. Raw data as a XLSX table (processing-quartzite-final-2020-04-29.xlsx) is the output from R Script #1 (see https://doi.org/10.5281/zenodo.3979139), even though the filename is slightly different.
Plus, for each analysis (full and restricted datasets), included in the corresponding ZIP archive:
2. Jupyter notebooks of the analysis (Classification_RandSplitFeature_Revision_VXX.ipynb) rendered to HTML file (Classification_RandSplitFeature_Revision_VXX.html)
3. Dataframe including the artificially filled datapoints
4. Output of the analysis as PDF:
• Confusion matrices ("CM")
• Decision trees on selected features ("DecisionTreeSel")
• Balanced accuracy vs. maximum depth ("depth")
• Mutual information ("MI")
• Pairplots of selected features ("pairplot")
• Performance on training sets ("performance")
Instructions to download all files at once are given here: https://doi.org/10.5281/zenodo.4011952
Files
Analysis_full_dataset.zip
Additional details
Related works
- Is supplement to
- Journal article: 10.1371/journal.pone.0243295 (DOI)
- Is supplemented by
- Software documentation: 10.5281/zenodo.4011952 (DOI)